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cs.CL2025

MDToC: Metacognitive Dynamic Tree of Concepts for Boosting Mathematical Problem-Solving of Large Language Models

Tung Duong Ta, Tim Oates, Thien Van Luong +2

Despite advances in mathematical reasoning capabilities, Large Language Models (LLMs) still struggle with calculation verification when using established prompting techniques. We p…

cs.AI2025

Floorplan2Guide: LLM-Guided Floorplan Parsing for BLV Indoor Navigation

Aydin Ayanzadeh, Tim Oates

Indoor navigation remains a critical challenge for people with visual impairments. The current solutions mainly rely on infrastructure-based systems, which limit their ability to n…

cs.CV2025

Skin-SOAP: A Weakly Supervised Framework for Generating Structured SOAP Notes

Sadia Kamal, Tim Oates, Joy Wan

Skin carcinoma is the most prevalent form of cancer globally, accounting for over $8 billion in annual healthcare expenditures. Early diagnosis, accurate and timely treatment are c…

cs.CV2025

Towards Scalable SOAP Note Generation: A Weakly Supervised Multimodal Framework

Sadia Kamal, Tim Oates, Joy Wan

Skin carcinoma is the most prevalent form of cancer globally, accounting for over $8 billion in annual healthcare expenditures. In clinical settings, physicians document patient vi…

cs.CV2025

MedGrad E-CLIP: Enhancing Trust and Transparency in AI-Driven Skin Lesion Diagnosis

Sadia Kamal, Tim Oates

As deep learning models gain attraction in medical data, ensuring transparent and trustworthy decision-making is essential. In skin cancer diagnosis, while advancements in lesion d…